{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[INFO] loading model...\n",
      "[INFO] computing object detections...\n",
      "[INFO] person: 99.94%\n",
      "[INFO] person: 99.41%\n",
      "[INFO] person: 55.16%\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "prototxt = \"prototxt/MobileNetSSD_deploy.prototxt.txt\"\n",
    "model = \"model/MobileNetSSD_deploy.caffemodel\"\n",
    "my_image = \"images/example_10.jpg\"\n",
    "my_confidence = 0.2\n",
    "# import the necessary packages\n",
    "import numpy as np\n",
    "import cv2\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "# initialize the list of class labels MobileNet SSD was trained to\n",
    "# detect, then generate a set of bounding box colors for each class\n",
    "CLASSES = [\"background\", \"aeroplane\", \"bicycle\", \"bird\", \"boat\",\n",
    "           \"bottle\", \"bus\", \"car\", \"cat\", \"chair\", \"cow\", \"diningtable\",\n",
    "           \"dog\", \"horse\", \"motorbike\", \"person\", \"pottedplant\", \"sheep\",\n",
    "           \"sofa\", \"train\", \"tvmonitor\"]\n",
    "COLORS = np.random.uniform(0, 255, size=(len(CLASSES), 3))\n",
    "\n",
    "# load our serialized model from disk\n",
    "print(\"[INFO] loading model...\")\n",
    "net = cv2.dnn.readNetFromCaffe(prototxt, model)\n",
    "\n",
    "# load the input image and construct an input blob for the image\n",
    "# by resizing to a fixed 300x300 pixels and then normalizing it\n",
    "# (note: normalization is done via the authors of the MobileNet SSD\n",
    "# implementation)\n",
    "image = cv2.imread(my_image)\n",
    "(h, w) = image.shape[:2]\n",
    "blob = cv2.dnn.blobFromImage(cv2.resize(image, (300, 300)), 0.007843,\n",
    "                             (300, 300), 127.5)\n",
    "\n",
    "# pass the blob through the network and obtain the detections and\n",
    "# predictions\n",
    "print(\"[INFO] computing object detections...\")\n",
    "net.setInput(blob)\n",
    "detections = net.forward()\n",
    "\n",
    "# loop over the detections\n",
    "for i in np.arange(0, detections.shape[2]):\n",
    "    # extract the confidence (i.e., probability) associated with the\n",
    "    # prediction\n",
    "    confidence = detections[0, 0, i, 2]\n",
    "    # filter out weak detections by ensuring the `confidence` is\n",
    "    # greater than the minimum confidence\n",
    "    if confidence > my_confidence:\n",
    "        # extract the index of the class label from the `detections`,\n",
    "        # then compute the (x, y)-coordinates of the bounding box for\n",
    "        # the object\n",
    "        idx = int(detections[0, 0, i, 1])\n",
    "        box = detections[0, 0, i, 3:7] * np.array([w, h, w, h])\n",
    "        (startX, startY, endX, endY) = box.astype(\"int\")\n",
    "        # display the prediction\n",
    "        label = \"{}: {:.2f}%\".format(CLASSES[idx], confidence * 100)\n",
    "        print(\"[INFO] {}\".format(label))\n",
    "        cv2.rectangle(image, (startX, startY), (endX, endY),\n",
    "                      COLORS[idx], 2)\n",
    "        y = startY - 15 if startY - 15 > 15 else startY + 15\n",
    "        cv2.putText(image, label, (startX, y),\n",
    "                    cv2.FONT_HERSHEY_SIMPLEX, 0.5, COLORS[idx], 2)\n",
    "\n",
    "# show the output image\n",
    "plt.imshow(image)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
